{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 循环神经网络的从零开始实现\n",
    "import d2lzh as d2l\n",
    "import math\n",
    "from mxnet import autograd, nd\n",
    "from mxnet.gluon import loss as gloss\n",
    "import time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 加载jaychou专辑歌词数据集\n",
    "(corpus_indices, char_to_idx, idx_to_char, vocab_size) = d2l.load_data_jay_lyrics()"
   ]
  },
  {
   "attachments": {
    "4637562d-e0ff-4735-9cdb-af65bec365d0.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:4637562d-e0ff-4735-9cdb-af65bec365d0.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "[[1. 0. 0. ... 0. 0. 0.]\n",
       " [0. 0. 1. ... 0. 0. 0.]]\n",
       "<NDArray 2x1027 @cpu(0)>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nd.one_hot(nd.array([0,2]), vocab_size)"
   ]
  },
  {
   "attachments": {
    "0912fbdc-5c92-48e8-b0a3-585ac50b2de7.png": {
     "image/png": 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"
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"
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:0912fbdc-5c92-48e8-b0a3-585ac50b2de7.png)\n",
    "其中最后一层的输出包含了之前所有层输出的信息，所以只关注最后一层的输出即可\n",
    "![image.png](attachment:0b1076ee-e1e3-4fbd-afb8-50b5b397162f.png)\n",
    "![image.png](attachment:f9a7efa6-7de2-4046-8274-558a6bf7f7cb.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(\n",
       " [[0. 1. 2. 3. 4.]\n",
       "  [5. 6. 7. 8. 9.]]\n",
       " <NDArray 2x5 @cpu(0)>,\n",
       " 5,\n",
       " (2, 1027))"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# one-hot\n",
    "def to_onehot(X, size):\n",
    "    return [nd.one_hot(x, size) for x in X.T]\n",
    "\n",
    "X = nd.arange(10).reshape((2,5))\n",
    "inputs = to_onehot(X, vocab_size)\n",
    "X,len(inputs), inputs[0].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "will use cpu(0)\n"
     ]
    }
   ],
   "source": [
    "# 初始化模型参数\n",
    "num_inputs, num_hiddens, num_outputs = vocab_size, 256, vocab_size\n",
    "ctx = d2l.try_gpu()\n",
    "print('will use', ctx)\n",
    "\n",
    "def get_params():\n",
    "    def _one(shape):\n",
    "        return nd.random.normal(scale=0.01, shape=shape, ctx=ctx)\n",
    "    \n",
    "    # 隐藏层参数\n",
    "    W_xh = _one((num_inputs, num_hiddens))\n",
    "    W_hh = _one((num_hiddens, num_hiddens))\n",
    "    b_h = nd.zeros(num_hiddens, ctx=ctx)\n",
    "    # 输出层参数\n",
    "    W_hq = _one((num_hiddens, num_outputs))\n",
    "    b_q = nd.zeros(num_outputs, ctx=ctx)\n",
    "    # 附上梯度\n",
    "    params = [W_xh,W_hh, b_h, W_hq, b_q]\n",
    "    for param in params:\n",
    "        param.attach_grad()\n",
    "    return params"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 定义模型\n",
    "def init_rnn_state(batch_size, num_hiddens, ctx):\n",
    "    return (nd.zeros(shape=(batch_size, num_hiddens), ctx=ctx),)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 激活函数使用tanh函数\n",
    "def rnn(inputs, state, params):\n",
    "    # inputs和outputs皆为num_steps个形状为(batch_size, vocab_size)的矩阵\n",
    "    W_xh, W_hh, b_h, W_hq, b_q = params\n",
    "    H, = state\n",
    "    outputs = []\n",
    "    for X in inputs:\n",
    "        H = nd.tanh(nd.dot(X, W_xh) + nd.dot(H, W_hh) + b_h)\n",
    "        Y = nd.dot(H, W_hq) + b_q\n",
    "        outputs.append(Y)\n",
    "    return outputs, (H,)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5, (2, 1027), (2, 256))"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "state = init_rnn_state(X.shape[0], num_hiddens, ctx)\n",
    "inputs = to_onehot(X.as_in_context(ctx), vocab_size)\n",
    "params = get_params()\n",
    "outputs, state_new = rnn(inputs, state, params)\n",
    "len(outputs), outputs[0].shape, state_new[0].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[\n",
       " [[1. 0. 0. ... 0. 0. 0.]\n",
       "  [0. 0. 0. ... 0. 0. 0.]]\n",
       " <NDArray 2x1027 @cpu(0)>,\n",
       " \n",
       " [[0. 1. 0. ... 0. 0. 0.]\n",
       "  [0. 0. 0. ... 0. 0. 0.]]\n",
       " <NDArray 2x1027 @cpu(0)>,\n",
       " \n",
       " [[0. 0. 1. ... 0. 0. 0.]\n",
       "  [0. 0. 0. ... 0. 0. 0.]]\n",
       " <NDArray 2x1027 @cpu(0)>,\n",
       " \n",
       " [[0. 0. 0. ... 0. 0. 0.]\n",
       "  [0. 0. 0. ... 0. 0. 0.]]\n",
       " <NDArray 2x1027 @cpu(0)>,\n",
       " \n",
       " [[0. 0. 0. ... 0. 0. 0.]\n",
       "  [0. 0. 0. ... 0. 0. 0.]]\n",
       " <NDArray 2x1027 @cpu(0)>]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "inputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 定义预测函数\n",
    "'''\n",
    "prefix(前缀)含有数个字符的字符串\n",
    "'''\n",
    "def predict_rnn(prefix, num_chars, rnn, params, init_rnn_state, num_hiddens, vocab_size, ctx,\n",
    "               id_to_char, char_to_idx):\n",
    "    state = init_rnn_state(1, num_hiddens, ctx)\n",
    "    output = [char_to_idx[prefix[0]]]\n",
    "    for t in range(num_chars + len(prefix) - 1):\n",
    "        # 将上一时间步的输出作为当前时间步的输入\n",
    "        X = to_onehot(nd.array([output[-1]], ctx=ctx), vocab_size)\n",
    "        # 计算输出和更新隐藏状态\n",
    "        (Y, state) = rnn(X, state, params)\n",
    "        # 下一个时间步的输入是prefix里的字符或者当前的最佳预测字符\n",
    "        if t < len(prefix) - 1:\n",
    "            output.append(char_to_idx[prefix[t+1]])\n",
    "        else:\n",
    "            output.append(int(Y[0].argmax(axis=1).asscalar()))\n",
    "    return ''.join([idx_to_char[i] for i in output])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'直升机危当忧单拖跑都题屋朵'"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predict_rnn('直升机', 10, rnn, params, init_rnn_state, num_hiddens, vocab_size, ctx, idx_to_char,\n",
    "           char_to_idx)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 循环神经网络会引起梯度衰减或梯度爆炸\n",
    "# 使用裁减梯度(应对梯度爆炸)\n",
    "def grad_clipping(params, theta, ctx):\n",
    "    norm = nd.array([0], ctx)\n",
    "    for param in params:\n",
    "        norm += (param.grad ** 2).sum()\n",
    "    norm = norm.sqrt().asscalar()\n",
    "    if norm > theta:\n",
    "        for param in params:\n",
    "            param.grad[:] *= theta / norm"
   ]
  },
  {
   "attachments": {
    "34f779a4-d189-4291-98ef-88be262b63bb.png": {
     "image/png": 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OqqOkvH/eZD+/Z9WGnPeoMTvuO2qybX9y0sFvmeDbVY17nZ4ZMsP4WEFUUuEP7uvuKEzbVm/UHMtcs/VwZcWJui+Lgs+QEQWZ0OKDDh9AYFERmB9fPvwsvyvJG7qZzlPiocfHDuo3sltc6fXf5t+9wThpJl/e7x/86JPepHe7JdRy/beb3I68f/Gn1+S3TjNOZJJx/Uu3x3rGx94f/A92+yqtz/8M3nnpToZqsA06GiiIL0091XukMVGbyrVmeuzGCGuwRj/Vj1hyndriGrKhZc+/dAWajC9JY/W21Tvcj1HWrWM49U5UciYz2OedjW/ERKVvZn/09yXRWyKN2aIc1NfuWLNqc2U/3Z22etcZY1eJVJJDD0diJU/N6nua+HLT5o1vBS5B48u2VmXpyQtd+knjmf0bNu7+sKy2TUvZwm7oa2v+TtfxzONj3ZdjP7//dcn+Fu+jn4qz2TMrqAbzaiq4nLFaQ38lYs01HDixbW1+s3c4a4AvibaDazeUsOYdetlO9pa9JYlauSJqZcyat8qpgdOBf+boS9P16v0yiYBqgnZPrvX6kkrcrv0yP2NlzLpPzhtI0nb79H5pTMp7uzau2lB46vA6aX5zXzU1oLqlKCPZ3b1KVeDSD3ew80YNrmZ8GTDeh7R3HnwjLdCXLqQZJV1Mz6W5eb9knfcj+wSBFLAFBBYZgfnxpdHPl1+XsHzJlpav3yYmZogvH95//90uyaeDajpidcWXrphymPbl/4TTlx6XszLrU6qEsePzHSkrYzLWJlG+pDpv2g6u31zm6SoLNt7SlYKh1n98LB0euYfXss9C+fL1zC1MAyztyw2eFtqNbwRM56en6tNjIAfrsiQpH1WXvR2zZv95G0lqyjKj6OFI7PTn7EvXwcT5PavdIy3pDca6rZSkfVMmveNj3V/YDT3nTx7dtW7trjNMw6Ffe2zUXMfHek75Q1GG75wZvXJz1NsnfF5FZKze5nEA0VXiHmpr19YfLnHNhKF6Z1m+vF2+btWOM7P58vyeVV5/ePJCEoNn3k9bk3Xi5PuSNfurT2YlZbzf6NOT7dp1Tr40t+1/IyZla1Ez0/VLsuNL5tyGK4c3bjrcMUbaekpzPmrUU60LG8r6zerPD5/8smhd8oet9sGTWyXrynptk10l630iciqN2X1JBPeltz12suvk0WqNnWz9SLLuWC850nhwd7n/DBMmq/gXBBYpgafw5cNxTb/xJ6axlJaKX3vsw2P53vbY99/t+tcao8c99wfH2NMcg8eX/Xf/sKn7/e/dB/1y8dY/M/HleNftpE09rPbYh42n71ZR/aYTExOzxpfz1h5L1c1FSdsqugyu+SRUydvVRzNj1xepXU/YmX2pr9gQ+x7dyuqJL0mSkig1L2W2W8ivPTZgV2qGXJSs1D2mf6iroz4/RZTpnklC9acm7bngO0rWE1/aB9VMn+JM7yvwnm6OvrR9e3jd2swtWbsOlpyoa+nSut4FSCfH9iU5plP3MyKlvw0YH0tSfYRegXlyZO84mBTlO89VU5IW9d5pphOX3pPty9vl1EBf+u1ItutF697YcWbE9XaIZ/alXVeXlxYrK+oYs7vG+9jGOgtlkpS803q/QGtOviRJ0wjzEgzmun3jS2Yr+1+qpNzTH23ndrnezUS/kmnDnrzMqLWHO/xgzu7LGeJLjy9NX+5wdSu4fUn0lskkOez3VbHzNklhWSMrwnwSNhWsL3wCc/fl+Pc6yaauP3i6CWlTaVV9QnnvJ9+P3X843qn6+V//eP21Ar3Li9/XaF77Y9+xrvHxCdOdrl8U717fqBpzm3BiQqvqe03ed6xr7M7g2A3NA1dAOXF/SCG//r9qjOMTE/f7B//zE00CpU9XJ+XDsv3XxQV32wZN4/R4n3+R935Gd21y+HIipPE+CSGM95nsanUNr2CP95nsLFwbs/FzuhdtZl9qSpjBkCxfkubze5KTfKb8E7rK9zLXrfcuKatXRL2ext6ybmu5t4uOnr2+7RQT54007klfwZqbaO84mBb1xi5KDN4/VBtjSlZ+ztqYNe8zsxiDjveZQ/+ce94eO760mQe1P5yvUxbtf29DyuqYlE3u99P6+NKbK/daoC8DdqE22PrKN66U+FUFKFe5R5wyB7l8+WVRBtVMKlmzdvOewqLCkqKSY0WF729et/+86ZnjS9vA+cK3JLEyKsKj4j/P+2ONbQfXx6x5q6iVPRNxjr5kLsP775x82fFJGtP5bT6zWyKIkuw551d5IsmR09tW09tD778syczYX91cW1pYcaJQ5m4jcfvSNcnKM8bNm3F6beAE1d+J9xX4YcHHBU9gnnw5MfHwf8r7EuRdv5V3/6/yof+p7HmtQK91W3Hs65pbf3j3+mubrv9zTm92zX2fATX37xcW9Pzzpq7fym9Idv90zD2Qx6SmpfvP7/b84ZM7Xw8aKz65Ifxjz0cuZd6/f6ykN+GPXb/ddD0h/+fPvFNNZo0vJyZm7p6kM0p3cIY8n4QqWbYvSdLw5Yc5FfRrB2b0pb31febtmi5fjg12nCoqu2Kkptj7+8zn3pktviSoBtgoaZG7+Wvo/MH1MVF+k8HH2g6uXRG7/sNmjzKptxFRI3I3Hj3vbTAM6ktPRozUyweo8SOeLeTM7bFHPX1arGl55kF1S6fWbLfZzR2s8T7e9Ji1kHw51Lh/bcwa+u0HzHHUewNObo1Z56q4eLa640s79RZZ/z+6uoOlHX0B7bEr36nscc1S1ekHeivfjUk5eF7rnreq0/dX53jaY+2DrRW71q2OydhdrWGCNq8vqeb6LtcEmP3KTvdrzX9NX9o7D6YnUe9XIowdxzavWZm2cVNSVPI7Zd4htXb9uaItyZJ1WTvWJWfuqTjvfv+RPyjm8+RgXZ6EGndNjSuWrHs3f8/WJM/t5/ElOdaY4/PKDuZw6l+7/rvGM9+5ZvWwt2MdBBY0gbn70hMaLr6V/tneV+Ca2RLi+wpcZerrS2qb2WgYMRp6yres9B0Z6HpM27s8L6kxXdi1JiomdtWKWGpqhJl0TcCX5lPvvO4r35gsWfO6zxK7coVgpc8WaofkDWU9JDnUuH/T5hLmneOGCx9ufIvlReb2s/VX57ztneBv+/bDFNb4EfdeM/jSdLutroRWwvteJdCHzORL1nz2mUfZeN6Hx+TR+y+HLwmjuvbDja+vWLO13N0GbjcbRozUS236T2xZ5TP8h0qU3R7rPYl7jRqr0ldK9V96moRvl6/jHB/kGS9qPL9/0+aD9b2sagQrvnSdhDCqq/LXSZkQfzZfDlJXYWw7uFaypyUgr8yG0ONLQ+2ONdKi5ivlOdKYqDfeKaNuNnqobVRMRlZR8wBJ9pSuW5mWc4oadmvqO134XuYa0YqoVZKUtWkZUnpZm5aRnpSSLIldvaGsj6Rad1enbck7XPllp5YKU+luYPfbHO2t+6kuUjqbxo6qEx2e+hmTc/wLAouXwAvlywnO9+EFm3tJ1QuCF3CAL21XqPe2RK2UZLxLv77Ac9gPh12vCIiVHaZfSWOsey8p493DJ6/oPDNGyMnekwcP+zaZeo4Px4pRyxo/4j4B0VWWtetkwO97mK6U7vmo9EyQF2SbWwvfOej78ljqPQkh/FqW9lR+jtJ/CqnnOtWf79hTNeO3+tp31ryxgQrXPPEi9co31wjYmJStAaNSqUHI/u94c59r8jx14Er6KE9qA9XbpB+yxsd68sWsEJ2Fss1UZWWGP+rPd+TM8ntkLF/qW8pLvvJOhiGp4UgrBKKYNevzZ7kZ6PS984uC5ILoLHs3v26INHx3orLFSN4+XVLWyH4blKnndOEnJ+jhu2btbd/mWbtR39+r/q6z49u21ivU0vFtW8d3nerr9G+lEXb3Owp8z0qNUPvdiqjXMwuv+Kbmuxs+gcDiJfBi+XJi4uGDj4K+b71gDu9bn5fS9jya5yW1FzCRoADtwR/lCw4PYbd5fhtkwWUOGQIBEAhO4EXz5VM2IgeHh60gAAIgAAIvDAEOX+L3oicmJmb8vegX5i7BhYIACIAACHD4cnp6+gVX5uTk5PT0NG4UEAABEACBF5wAhy9fcDq4fBAAARAAARBwEYAvcSeAAAiAAAiAADcB+JKbEfYAARAAARAAAfgS9wAIgAAIgAAIcBOAL7kZYQ8QAAEQAAEQgC9xD4AACIAACIAANwH4kpsR9gABEAABEAAB+BL3AAiAAAiAAAhwE4AvuRlhDxAAARAAARCAL3EPgAAIgAAIgAA3AfiSmxH2AAEQAAEQAAH4EvcACIAACIAACHATgC+5GWEPEAABEAABEIAvcQ+AAAiAAAiAADcB+JKbEfYAARAAARAAAfgS9wAIgAAIgAAIcBOAL7kZYQ8QAAEQAAEQgC9xD4AACIAACIAANwH4kpsR9gABEAABEAAB+BL3AAiAAAiAAAhwE4AvuRlhDxAAARAAARCAL3EPgAAIgAAIgAA3AfiSmxH2AAEQAAEQAAH4EvcACIAACIAACHATgC+5GWEPEAABEAABEIAvcQ+AAAiAAAiAADcB+JKbEfYAARAAARAAAfgS9wAIgAAIgAAIcBOAL7kZYQ8QAAEQAAEQ4Pbl1JTNbLFiAQEQAAEQAIFFQWBqyhYOu3P40jo1ZXMQhJPEAgIgAAIgAAKLgoDNQYRDmRy+NFusi4IOMgkCIAACIAACHgJmi3XeQ0z4EqEzCIAACIDAUiMAXy61EvVUhbACAiAAAiAwjwTgS/gSBEAABEAABLgJwJfcjOaxeoKkQAAEQAAEFikB+BK+BAEQAAEQAAFuAvAlN6NFWhVCtkEABEAABOaRAHwJX4IACIAACIAANwH4kpvRPFZPkBQIgAAIgMAiJQBfwpcgAAIgAAIgwE0AvuRmtEirQsg2CIAACIDAPBKAL+FLEAABEAABEOAmAF9yM5rH6gmSAgEQAAEQWKQE4Ev4EgRAAARAAAS4CcCX3IyeoSpkKH9TKCpQP0MKT5W93uOJAmlR76zHmm41/b/qC/2+vxVj1V/5n6ozXaM2/NoaCIAACICAL4HF6kvdqezICFmpblYl+F7qry0t6uxz8KXlbG7kzqb5ySS3L803z1VVX9JNBiCy/fJN7RcNP44ucLDIHgiAAAj82gQWnS9tozp1zRGFKEbMW1q+VB9J58+vL/tnvJlsd1urv2i8Ph50B2vf+aqq87fMASqdH5cjWRAAARBYnAQWoi+Hz+aKouXlzON+tLUgbrmsqMtGOMlhpZy3PFmaW3HubHGcILT4ktD9+Jddf/80y3fJu8akH1wDVk3RenHcB+2jrnJ16Mvl8aIs1TBnMZs15TtlouVCfqxUXqQqYrfHmjXKvfK4GCFPIBZl5hZdNLhP7VAfSlr20ivehSer0DEnsvSrDsilkcuFPEF83JsFNf0UB9di0TUd2ioVMV8pu5mvqPhSduhsbd76ZH6EMDJFcajV5DmKcFr7mpRVF4MEl659bL98U61s+DG4TYMqFhtBAARAYOkTWIi+JJymloJ0vqxC4yAJ4+WcpHhphdb9uHcwRdJdnBiiL52k9ZHRNOa3PLJ6kmL0wzIKfRZdlSwmOaeZMo2mXM5PKmgJQSHqI+m8pH0NAzbCYVJXZIsEy5j+S0PN9vjItys6RkjCYdLU5VKVAE8Xo8PWkCXkZTVZrDaL1UZ486YtXS+M3F6rMZOEWavMSuatZ1Rqbs9LEifuVWmMNsu4tuEDKS82t8FI57z3eGKEWPRmQU23yWLWN+Qm8xKOdHjStOsufKFsumX3v14PB8fdlirl2Zu+XZueb7ECAiAAAi8kgYXpS5Kwaooy41NLLtfsTBZtDxbVzcWXM4qBq8iH63NFktyai8dTY6SHrjHR2yxHOTSH0oSJxzx2Vx9IYMb7DFVJBdJD3YzvnfpymTCxSOPJW8NOIS9Ye6xl3DRqdh9lUWXzluc20OYbrc/mR+c2MF8RZu25+ia115fxOReZDF89IhLIy4eYUxt/OLgQhxAAACAASURBVP3X050PmI9BLsd8/cvK6m+GPXnDCgiAAAiAwEL1pZMk+quk0ct4CfvOuRzg91j/VXxJOE3n9qbzXhVLyxgF+mXD76Pjcs5yobyeERV7vM/VAtGr3hZXV+srf+dlzy04ky+Hr1bkyKVxkmRRQrIoRviSwO1LKpDNOE6F4H55cJIE3R5b5Glw7iqOE8jLB5g9B7+p/mvjdRPzMfBwJ9HXVKm8eBejZIOwDYJrFpL4CgRAYOkQWLi+pLoto8X8aHmpp9GS/agK3ZeE7sfjWX8v9FvyvvsphFKkuy35y8Wi/Mvujkx2HgLXHZcVPr7Ul8qY+PJqARXkeaQVcGxwXw7VypaLU4vah2kvWlS5PLYv046rZ/ZlKXwZABn+AwEQAIGnJrBQfTnSpEiIl9dpO4qk/IziDk+ro+cJGLovn7r/0mlTH5NFZhR39Kvkknh5HTM8x5OHKfPo6LjZzvKuQ3MoRZhYwgSj1ss5MUz/5UitTBCvOOsJPcnRIYPFk5STDO7L5n38CLlyxH0KdZHUE1+O1tHtsZ4u1XFNTVnVOZeP6fhyRl+G2B77LdpjWSXLKqmn/s+GA0EABBY1gYXpS71ya7xoZxM1GNU1TnWvJ7yzWczUMtpJjY8t6qU/WsPyXLN0HkmMlhXRg06HfYfsuorcfLOxslLZcodg3wEdBem8hFxlr8kyrj9HzXth4kunqWFnMi+toEFnI5w2zdkjqdHpB6569dnyQTIvpeCczjA6otd0aXSui+oqjotwjzkavnpc8aaUL2D0OX45L0GYuLdJM066x/tI9p1z6XN2X4Y43keD8T5hua/YdwvWQQAEFhGBhehL12BUb7cl1ZGZrKinwjtLfTaPNe/C1QvI265iB2rzQ994OS9JLC1nIkW6I5OfWaxmuTmoL4lxdWmWNFIg5MVKFeXt5duFog/a3Vkya5UfKKj5JBHiyDTFgXqtT7Z1qpzMZN6ry3jL4+PWFzS4Y0pTS5FCFC2OTJBK99ZqRtoPpIn5kmwlHUda+psOMPNJEt8+4p1qMrsvQ5tPMsPsTCgEBEAABF5QAgvRl/MjPDSgzUzA/b6C4EN+8L6CF/RZgP93IAACsxOAL1/Mh6P55tmq6kt3g7wPb5B+H17QMckzC3j2mwzfggAIgMASIABfvpi+JInxXup961rfTkq8bx11AhAAARCYgQB8+aL6coYbYgnUAXEJIAACIBAOAvAlfAkCIAACIAAC3ATgS25G4ainIE0QAAEQAIHFRQC+hC9BAARAAARAgJsAfMnNaHHVgJBbEAABEACBcBCAL+FLEAABEAABEOAmAF9yMwpHPQVpggAIgAAILC4C8CV8CQIgAAIgAALcBOBLbkaLqwaE3IIACIAACISDAHwJX4IACIAACIAAN4HF6sv2/v7ftA9fesx9hYSTHNLffjnkncNRK3nOaVI/Va1QLsZXwjqaFAKxotmvlAl9++mqhh/u+fxWtrnvfHV1061xvLcIBEAABMJDYLH6cmh87K/DliF/KFOF17SFAT8u/Sv70nI2N3Jn03N2JJvM0vKlbaij9ouG7wP1b9FdqK46qzEvIPLsUsA6CIDAIiewWH0Z/Jlof/jv3zx/X6qPpPPhy3n5jxEkvhz/8Utl9Td6W7D0x280Kqu/uWv3i0fxEQRAAATmgcDC86VxMOKbgVPTvtdmNfz+ikuE03/t0vymlV58m1hHh+66t7u+be3bYXC6tErFlx3Dp4bvre3sfbmtV/jjcP2kb/rBHr6EWaPMl9M/7yyMTFMcaqZ+sNq1NOwU8nMvMx9NNVuFkXvpH4V2qA8lLXP9irX7t6xlFTrmKGJcXe5KUCAWZeYWXfQmSOhUeW8m8wXCyBTFoeamAwlCeb2NTt92Ljc+Mv/y8LUKRUY879VlL0UolO6fkiaHm4vlGdRRvOjk1NwqNSuwHm4uliWJ6Z+e3qdU7gupPdahPpAkltcZNKf2pSaIqV+uzjiuYTKvY87Fj0mX7q1lncvUUbFPmhTPixDyJTJFyeVhbzOpoeVYLpWUQBiZJM8pV48yqY2eUvBSijuG2ou2pkcKlr30ilBxlikRnSpPlswXiCNT5AfqK+R+7bH3/1H719NBgktXylZd0xfKplt2pmiYNInhK9WVlQ1dngz478BkDNtBAARAYCYCC8+XXjUyDzsnSdASrXdJ9LHTQji1A0G6JC2PRlZf0RY8onawEG5Zuvsvv+lb3TPaPuW0WE27/6F5peeRhesR2fFxOi9pX8OAjXCY1GUKfnR2DdMGOKMvnSThsDVkCXlZTRarzWK1ESx5KN+O58uKW4boBJXZkQJZUa/rGvXlbwr58gr1OEkY1aXb0yMFQrnK5UtSUybjpShkGYpDZzXDRsOwTj/qSnOkVh4tlpZpRh2kZehyXoow7ojGXcwjKuqrY5SfLEOXD2SKeSH1X5qUbwtFbypSZQU11/SjRoNuwOSm1FWcGC3NU2ktVILth2RiUW6Tyz06pZwfqyi9qrdYbcOdFbJYYeoxdzY0ZTLqqy4T4SSHO49Lo8WyKqaK0HlEJJDJ5FJ5WbtmxDQ8oB92y15fKhNGbq3SmEnCrK3JT+e/6tN/+eCH05V1/7hHsO4Nn3K0951TKi/e9Y8+4UsfSjPRw3YQAIHZCCw8Xz6e2PFt73/cdxKPpz67rl198+GQkxwauP3y9w9usv7PB++SND9Y7Q5Dfa55SH/7N1fu/tXm3nhTp335HyM/co4VspqGx93SIoaqpILkA53uFGbzpZNs2CnkBbbH6ipSI5LzrjIJOjSH0hjDjdTKBPE5F5mvuosTXxUqGF9Sodir8QoVZR2/xWI0WRgft+yN58lrXQ6z1Gfzo3MbmHBzuErBiwhpvM+5XPFLy+XlA/4natkbz9+u8gRnltaCyOXZNeMk4dAcShEmlmg9GRvuVNVc1VOWpaJVYWIJo3CnjcqhJ9rur0iNWBb3Qbt/rWWA4px3lclA//HECLYvif6LSuV5nb8OWWTuddZW1v/wgLWFzhthHhsfHQ+IO/13Y86L7SAAAiAQQGDh+dLp+MuPvb+/YyPMI6v/cXtt592/2pyX+m75RYRz9eXLHcPtjCC1d3Uvf3eP25cDl4t2yhMTkkUJySJJPO9V73P8aXzZui9SIC8f8jyRbTVb6TDUSRJdxXECKRNrkoS1SbGc5cu6bJ7AKz+PmQinqUNZIMtMF0moHEYuX8Z7s2qYLmA6JC1WMyolWgsiQ4ovyXP5Yk8irBMZyt8UshuZqfUIWVE/SZhVcoE3q6xDgnylK5fzJAUtrlxRtYd4rxc99+W1IyKBvNQjbCp9ti+tNxsrq67ofU7kOZZeGb/RUFnToZ8xAPXwxwoIgAAIzI3AAvSl81JvX0Sv6eZt3cr+ifqbt/738NRf1L2rbzPhF/1YDLsvHdqiDGHk2xVqVxssHV96nu+/ti9jGM2w3DCqyo2MkOadpYM5J9nyQbJHdf6+vLhvDr7crvKP+ZwGpVwYmU930LIyQEnrWXwpkB7qDrhZqXZa+DIAix92fAQBEHgeBBagL+nWV/W9vT/2733oHB0eEPbc29HZR7XQsgCF3ZfGWlmEUHHWLWlLa4GIak11P8jO5YqpHkp3frSlmcx4H3pLqO2xVEsm3VxJyTg+r5V5SnYf92mPrcvmxQbxJdW96h2PQ4WAHl+O1mXzWO2xunKZf3uswz4+Oj5qIdhICScdXwbxJdlSkMzL9I79IcyG4XE6t+72WE+jK6m7WFVap6HbY11NtZ6vbOfy4z05JHQVqUF9OVDh0x7bVRzn038Zanusp+mYuUC0xzJ3F+s/EQMHX4EACIREYCH6kjAMRrTfiugcvkSQhO3hv3feirii+8ziuh4nQY/lcY/3mabH9TANrcTU6Nq23rV3rEO26aEJa7t52vVEoOQ61/ZYa3terDDxiJoa4TLQdCBLFicQe/oUNcdkvISCc7QzhlUFidE+vqRCvZSCczrD6Ihe06XRWV05Nyi3xvNlx1tGSMJh6ihXREbLy3Wur7RFmcLIrbXUIBejujRLGhnhbeSk5BfMl7oKOS8mW0k18JrUFftkGcmUPl2tnUO1suXi1KL2YbNttKs2JyOe79cea/zh9F8ra9sf+D0xqfbYYL4kuo+nCuJlZWpqbNGIunx7Ml9e5Rr3qymnx/t0GiwOaryPPFacWubuzqTH+2SXU+N9bMNXi6XR8Yp6ZrzPTL500iiosN5mGVKXZqVH+vRfkiGN97mE8T4h/ef3K318BAEQmJ3AgvSl1fD7Nk1Er2twpuMvas1vrurP0j1SN+/ofCeNUBNLXu55xFzk40u6u8JvNL9p632lvX/tHatr+9P40knqVAWpEjFfkp4oP9Kg0zfkpvOj03PO0uNujO1Fb6dHxiTHZcjkRZeV+dSUDyYPJKFT5WQmU/MxlsfHrS9oYKZ/UPNJcuWiaCFPIBbJ9pV2eofwWLprFZnx1PaM7KJWVU4Mty8Js7p0a3pkdLwoRaaoUA93HZfGiCNlFa5uS53qiDRBzIsQi948UqMqThTIyz3ZoMYbz9GXTnK49bgik5m7srOCsr47UjF1lO+TJomp+SQJMkVZu6sPlf6Wnk8ioeeTpMjzTtFxp+uoGX1JWnprczKT+RGuqTWqnFhvlE+l6ZpPMuo5u+/KFOaT+AJBNAkCIDB/BBakL+fv8phn+qJ6iFCdgqzm2Rechv/lu95XMBx0iCzeV7Aob3j/Il5U/1uR+ReJAHy5IP5zao7J+En7anTU1MyOEjk/NrfB1UH4It2LIT7rXe/D+5GZC+s9Cu/Dw90CAiAQTgLw5YLwJTGuKc+ViaKFL0VQr/4pveptqvX6IJz3waI6i/t96w88E2YoMtT71qvwvnXcJCAAAmEjAF8uDF+GrYAXlQhRFiAAAiCwcAnAlwu3bKA6EAABEACBhUMAvoQvQQAEQAAEQICbAHzJzWjh1G6QExAAARAAgedFAL6EL0EABEAABECAmwB8yc3oedVlcF4QAAEQAIGFQwC+hC9BAARAAARAgJsAfMnNaOHUbpATEAABEACB50UAvoQvQQAEQAAEQICbAHzJzeh51WVwXhAAARAAgYVDAL6EL0EABEAABECAmwB8yc1o4dRu5piTJ+Zr018XTv80069f4SV8IAACIAACIROALxeHL60G3YMxR8i+fDJlcGqbppuKHY3wZcj/GULGuzjuGVwOCIDA/BJ4sX05UiuPjle4fgLa9VS1th9IEKaW6WejfP+rlqNZf//Udyn+i84662NUVyuLSVbUG9wpjzQpJPEypXa2E7Ee9EOqvObL90Lc2dw53XjU0VpPDGqIC58ivpy1XFiQQ8SL3UAABF5MAi+2L522lr3JfHntMPPQtDTvi4zOrhmZ9QlLTFrGjCb/ZdLOJDLTnTSsyhXFZisHSMJpqNkeL8pSec470yGe7XPyJUE8cR84BF/OWpRcRebhjxUQAAEQeMF9SRLdxxMFstJ+11PVVLNdLMq/bAnXY9TU8kF6pLyqRamITCo4F/iLxzOfd26+9KQDX3pQYAUEQAAEno3AC+9Lp0EpF8d9rKaqTkNV0uXph7rCGZFY1YcyhC8JpIeu2UKprP2iylMd3aU6uuvvf9p2ujDLtd586ZdQjqWvCPFlOEvz2f7vhVqIOAsIgMDCIABfklQbrGTfOTOpKZPxZRU6zoK5/9XFT7P+Xui7HD3G0X/pSpbqthTzl8fLT83aRcrkwW59ZHn0yPTIqKvPa27uM1Hrjyyzd5Qyx8KXEBIIgAAIzCMB+JIkHJpDKfHyU5epv+tM3HCftv+ScOiVb8fH5V/WXSyIi5aX9s4h9EF7LHe5sCsKWAcBEACB+SYAX1LS0lXI+bHJkZKCFvMcHDbXJ7imTM5POUKfwtZSIOVnFHeEfLo5+vKJ3UYtU3eIC586NPfoj44wXtpcUWB/EAABEFh0BOBL2iLjTYpoYWKRJnzlZ7lWnBjN6rakOjLFcR+0j853DYhwkvauadWfHP5LzWPOEbzhu3ykDAIgAAKLnQB8Sfuy93jqcnk5NdMDCwiAAAiAAAgEIfDC+9JhG9VdPiQTi/a2h20aSRDuEDMIgAAIgMDiIvCi+1JdIuUJ4lN3VqlD7kpcXAWM3IIACIAACMwLgRfdl/MCEYmAAAiAAAgseQLwJRpLQQAEQAAEQICbAHzJzWjJV5pwgSAAAiAAApwE4Ev4EgRAAARAAAS4CcCX3Iw4Kx3YAQRAAARAYMkTgC/hSxAAARAAARDgJgBfcjNa8pUmXCAIgAAIgAAnAfgSvgQBEAABEAABbgLwJTcjzkoHdgABEAABEFjyBOBL+BIEQAAEQAAEuAnAl9yMlnylCRcIAiAAAiDASQC+XEC+tPRWSAXCkH6zGr+jAgIgAAIg8OsSgC8XhC8tI9oWZYFUIuZHBPel1aB7MObgrP5gBxAAARAAgTAReLF9OVIrj45XnDV54VrbDyQIU8v03i2B9Zf7X7Uczfr7p75L8V901lnVq6uVxSQr6g3ulEeaFJJ4mVJLfew9nigQx8kLyq+qcmKD+3JIldd8+R4rV/rS9UJRAfs3yEwNO+P5W2uHAzOMLSAAAiAAAs9M4MX2pdPWsjeZL/c6xtK8LzI6u2ZkVvMRk5Yxo8l/mbRzFcawKlcUm62kfpXaULM9XpSl8neboz0vVF+So3XZ/JjchnEmqyO1suXxORdtLKcyX3FlDIeAAAiAAAhwEnjBfUkS3ccTBbLSfpdaTDXbxaL8y2H74WhTywfpkfKqFqUiMqngnDHAZ3PxJWFtz0sQy065A1ZduZyXUqx2BKQJWYIACIAACMwHgRfel06DUi6O+1hN1SyGqqTL0w91hVM5VvWhDOFLAumha8ECwQBf/qLKUx3dpTq66+9/2na6MMu13nzpF1c9SHNMxl9foXOShENblCGUls/ajDwftwtn/Qs7gAAIgMBSJQBfklQbrGTfOTOpKZPxZbR+ZlfL/a8ufpr190Lf5egxjv5LV5pUt6WYvzxefiqY2wJ8abc+sjx6ZHpk1NXnNTf3maj1RxZPR+lIrSyaFnznkbjo7JrAgHX2C8G3IAACIAACIROAL0nCoTmUEi8/dZn6u4419mcmiE/bf0k49Mq34+PyL+suFsRFy0t7AwLZAF96qmkB431cx9rO5SeL9jY1UH+Hrxk5IJ8zkcF2EAABEFi6BOBLSga6Cjk/NjlSUtBiDqMbNGVyfsoR+hS2lgIpP6O4gzmdxWqzmG2W8cs5MUJZlYFa9wSR9M03gy9Jors4MTo+Mloa3mbkpfsfwFMjwQoIgAAIzE4AvqQFOd6kiBYmFmlmh/Us31quFSdGs7otqY5McdwH7aNOkhiokkYse+kV3yW2oCWkwTuG8jeFPFkV1YuJBQRAAARAIGwE4EtaM73HU5fLy6mZHottsaoPJMXL60NoRl50l4YMgwAIgMBCIvDC+9JhG9VdPiQTi/ay5/4vBms6bBajtmEv1a6r9m28XXzWX0j/JUAPBEAABIISeNF9qS6R8gTxqTur1ExXYlBMC3Hj1QJRhFgkK6jRBZuaAgOBAAiAAAjMK4EX3ZcLUYTzWsC4QBAAARAAgXkhAF8uhqZXGBQEQAAEQOB5E4Av4UsQAAEQAAEQ4CYAX3IzmpdAHomAAAiAAAgsagLwJXwJAiAAAiAAAtwE4EtuRou6QoTMgwAIgAAIzAsB+BK+BAEQAAEQAAFuAvAlN6N5qZggERAAARAAgUVNAL6EL0EABEAABECAmwB8yc1oUVeIkHkQAAEQAIF5IbB0fDlcpeAlHOkI6Tc9QnPkxX18QXbDr/9qVkeTQiBWNPtm0jH645mq2m/0kz4zds1956urm26N+2z0PRBfgQAIgAAIzAcB+HJmuywkXz5QNyjrOvT2gNxadBeqq85qzPNSe0IiIAACIAACMxGALwMM5KmGLBxfWm41VVVd6LcHLcXxG43K6m/uBqrUcyFYAQEQAAEQeGYCC9CX+tL1QlEB+9e1TA074/lba4dnvVqqPTbpSE1dgTRBzBOI4+TF54Y8LjS1lOWmJoh5EUK+RCo/Rv9KM5PacOtxxfpkvkDIi05Oza3oMDJHsX051KRIEqcWqUed1O8zJ5b4/7J0y954flaTxUkSZo0yXx4XI+RFCCPTFIeaDR7JjZ5S8FKKO4bai7amRwqWvfSKUHGWOZdOlSdL5gvEkSnyA/UVct/22PGuBmXNN/qZmpqtuqYvlE23gtvUc3asgAAIgAAIPAuBBehLcrQumx+T2zDOuGSkVrY8Pucix69WUb5cHp+ar9KM2yxD7QcyhfytKpdiLc37IgXSA1cpdY1eLU4VsFLrOp64PF1RpRk22ywD7YdkYr68VudSqceX4+2HMuMTP7jsSo1S405ajYxxCZdEj2kJJ9nxcTovaV/DgI1wmNRlCn50do1HwJ1HRAKZTC6Vl7VrRkzDA/ph94+I6UtlwsitVRozSZi1Nfnp/FfZ/ZfWm43Kqla9zXs6hox7i73vnFJ58e7MO/jtj48gAAIgAAJzJrAQfUlY2/MSxLJT7shMVy7npRSrZ4quGItQvoyQlzMx5WhdNm95do1LSA7bqNFEBX9OknBoDqUJU2m3EU5by9543pusyFXXXqNSD7vORfuyxqgtl8eLdqp0TAaGlXJeZoXGSY42F6SmyYs6ScLRnicRK87SRreahscZtQ9VSQXJBzqZUumvSI1YFvcBO3Smvxqgdsu76tnteGIEy5fE8JXqyjPds/VQ3uusraz/4QGD4lkqUDgWBEAABEAgKIEF6UsnqTkm46+voOI8h7YoQygt1wfNPXsj5UtJQQtjNYIO5kp1tITM2pqPs1NTkkUJ1MKPECaWULEg4dSXy4SiD9rZ6XjXL+7jR8gU25N50bneGNFJElcLImP2nbPaGnYmS9+UxX2sJigvyor6XfK7XLRTnkifSCSJ573KEqGuIjUi3utFj96uHREJ5KUDjC/NKp/2WIfugrKyqZ/wZsxzILMyfqOhsqZDTzApMNtnOQRfgQAIgAAIzInAAvUlMVIri04/1EUSnUfi2E2aM5uA9iVrPgklIRntS1tLQTIvIVfZT4d9tIBD9eWrwrisI4oUYdwHrC5Pyo7y8t6mnIRsZefx1IzijtYCUXTuOavb7pFvV6hdbbB0fOkVpK4iVSA91B1gNUrt8GUAlpnLek63OHYGARAAgXkhsFB96bSdy08W7W1qoP6+7G5K9T5ACfPY+Oi4zwgXypcChZLpLBytz+Yvz22g2mO1pZmsIHJcpYj2xJe2c/nxvDervCOJeptKy5o0rPbYBitp6TqeujxZcZYZuUO1vibnFe2Le7t22KEpypAdOKJwR8PGWlmE0N0w6yQtrQWiCN/4MqgvByp82mO7iuPY/Zcht8eOevnAPSAAAiAAAvNMYMH6kiS6ixOj4yOjpVSU6WcCWiGVDV1sQ9C+FKcWXNZZScKoPrReHJmloncw1WwX82QVlAXN2pq92alJlD5dDrZcK04UJCuqNKNW0jXeJ9IzENcz3sdJasrl/JhspbvJlBoiK0pIlykpg3YcSRclJEfm0lK3tufFChOPqC1O0jLQdCBLFicQK1RMd+ZM8aVTW5QppKNSm2VIXZqVHsnuv3SGNt7nEsb7BNwnfrcNPoIACIDAMxBYwL6kB53yZFXu0arsiwzqS6Wcl3akpmofNW9EII57u7hlxP0AtfTWKjLi+THJcZnZRa0GTVW2aLk47mN3t+XwxeOKTKpTkxeTLt1bq/aMy2X5knDolW/H89+kpeskW/bGvxQhL3fp8+oR0avCVKaHVacqSJWI+ZL0RPmRBp2+ITedH52ec9ZEKX9GX5KW3tocOg+RKYpDzaqcWG+QSjhJej5Jx4zzSaYwnwSmBAEQAIGwE1jAvrSqDyTFy+tp07Bl+QKu430FL2Ch45JBAAQWGIEF6UuHzWLUNuyV8jOK1b/+61sXWAm52qIf/ID34YW98ujf7L8g7wRkEgRA4HkRWJC+vFogihCLZAU1OqbnD08ux+iPX1bVfhvkfetVeN86bg8QAAEQCD+BBenL8F/286qe4LwgAAIgAAKLlAB8iVY+EAABEAABEOAmAF9yM1qkVSFkGwRAAARAYB4JwJfwJQiAAAiAAAhwE4AvuRnNY/UESYEACIAACCxSAvAlfAkCIAACIAAC3ATgS25Gi7QqhGyDAAiAAAjMIwH4Er4EARAAARAAAW4C8CU3o3msniApEAABEACBRUoAvoQvQQAEQAAEQICbAHzJzWiRVoWQbRAAARAAgXkkAF/ClyAAAiAAAiDATQC+5GY0j9UTJAUCIAACILBICcCX8CUIgAAIgAAIcBN4Dr6cmrLZHMQirV8g2yAAAiAAAi8gAZuDsE5NkfP95584E5yaspktViwgAAIgAAIgsCgITE3ZONX2FDtw+/IpEsUhIAACIAACILDECMCXS6xAcTkgAAIgAAJhIQBfhgUrEgUBEAABEFhiBODLJVaguBwQAAEQAIGwEIAvw4IViYIACIAACCwxAvDlEitQXA4IgAAIgEBYCMCXYcGKREEABEAABJYYAfhyiRUoLgcEQAAEQCAsBODLsGBFoiAAAiAAAkuMAHy5xAoUlwMCIAACIBAWAvBlWLAiURAAARAAgSVGAL5cYgWKywEBEAABEAgLAfgyLFiRKAiAAAiAwBIjAF8usQLF5YAACIAACISFAHwZFqxIFARAAARAYIkRgC+XWIHickAABEAABMJCAL4MC1YkCgIgAAIgsMQIwJdLrEBxOSAAAiAAAmEhAF+GBSsSBQEQAAEQWGIE4MslVqC4HBAAARAAgbAQgC/DghWJggAIgAAILDEC8OUSK1BcDgiAAAiAQFgIwJdhwYpEQQAEQAAElhgB+HKJFSguBwRAAARAICwEuH05NWUzW6xYQAAEQAAEQGBREJiasoVDmBy+tE5NHiR2gQAAIABJREFU2RwE4SSxgAAIgAAIgMCiIGBzEOFQJocvzRbroqCDTIIACIAACICAh4DZYp33EBO+ROgMAiAAAiCw1AjAl0utRD1VIayAAAiAAAjMIwH4Er4EARAAARAAAW4C8CU3o3msniApEAABEACBRUoAvoQvQQAEQAAEQICbAHzJzWiRVoWQbRAAARAAgXkkAF/ClyAAAiAAAiDATQC+5GY0j9UTJAUCIAACILBICcCX8CUIgAAIgAAIcBOAL7kZLdKqELINAiAAAiAwjwTgS/gSBEAABEAABLgJwJfcjOaxeoKkQAAEQAAEFikB+BK+BAEQAAEQAAFuAvAlNyO6KmQof1MoKlCHWi2yP/z3Ns1a/XSo++PXzX4dAlcLRAKF0hhioZPt/f2/aR++9DjU/VHcIAACS5gAfBnio3COviRsZ/WjZyecz3rrPHp8pdDR+N+PzW6dPOk/4Wi98szJ/jpycp3FrD6QJuTnX35WFPOS5zn6cmh87K/DlqFnPfWT+185VH9yqH9+4obwM/H10elBR4j3HnYDARBYEATgyxCLYY6+fNYnLJMr2peqTx3XB1yP2kXlS7NB3VyRk5HMX75skfpynhxP+7LQ0Vj92OK6MeDL+foPgnRA4FcksBB9OXw2VxQtL+93O2O0tSBuuayoy8b18DJ1lOUmxgp50cmp+bUtFQpeSrHaVYV3qA8kieV1Bs2pfakJYt6ry3gZxzVuyqaWslxqY4SQL5HKj7WPeuibNeU7ZaLlQn6sVF6kKgqxPfbhPWGr5jf04t8ea7d8dlMnvNr78pXeV767u/ce5xWRxKPHVz51dNQ4vv7b4ykqYz6+tN97rD7p+PpTR+NRx6VqYsDAhC9DxKVPp3+69fi7SseFPzu+Pj59/RbzlfOJuY/o+NzR+Kmj8TPHlTOPDVbGzZ4LD33FqilaL477gIHm0JfL40VZqmEnSTja8yTCyIzsA6fUyu1ziS91qrw3k/kCYWSK4lBz04EEobzeDWr0FFWmHUPtRVvTIwXLXnpFqDjrzrylX3VALo1cLuQJ4uPeLKjp97Idbi6WJYl5y+Pj1u9TKveF1h47/dcudyEGtMc6tffu/ft3fS9f6X356q3f3zS02zkBUr78+uT0lWKH5h5dED6+fDLcOt36Z0djoePrP09/d9XpdqrzyUCto+mrxwPnpy/9xfF1seNS/eOH3pD0yf0r9FGf+h3FmRnsAAIg8JQEFqIvCaeppSCdL6vQOEjCeDknKV5aoeWSJWlpLRBFpOed1VucNt3ZAqlEzEs77val06R8Wyh6U5EqK6i5ph81GnQDJtdTydK8L1IgPXDVQDjJ0avFqYL4nIvuR636SDovaV/DgI1wmNQV2SLBslD7LwmnZXpid3uvry+dl/puvXLdcJN65DmHjPdWf3v3r5yuon2p0RCtR6d/Mvj60vL4Wqnj0lePx20kYXPeqXeojhP3Xc/Te8SlQkdTNXHfQh1yv8mhKiXuE9QtYtcTl446rt1wTjlJ+yNnd6Xj63qXiZ/yBiJ0VbKY5JxmE+EkNeVyflJByziTlPvhbquZgy/15W8K+fIK9ThJGNWl29MjBUK5ipFf5xGRQCaTS+Vl7ZoR0/CAftjsOpe2dL0wcnutxkwSZq0yK5m3vkLnsv6ISh4tlh5TjzpJy9DlA5liXoj9l4+dFsKpHbj9sl//pXV07Tf9uw0O6v5xTP3lxq2VtyyM4ZgL969wUL5s/NvjwS8dTV/StL2+fPLwiqPxs+mf9E8I5xOLjrhy1PHtP9xtCQN/c6iOOq51Oe1Okhh7/G2x44r7K3K8fbrxz9PaIfooPfHtZ56jZsoDtoMACDwrgYXpS5Kwaooy41NLLtfsTBZtp+MV/2eQ/5W3FLCekk5TzXa2L8lzueKXlsvLB/yPIhy2UaPbnYRDcyhNmHqMdjO9nuhap56M6gMJcxnv8zjQl49P3eiN6B4bmtPgEZcv7z0Z+JvjwtdOOyu+tPw43Xh0+o7HuGNUT+c1VxxJ+9LbW3aHaPp0uv8R5c7hM47GWq8g7bemv2YnwgU5aK1luD5XJMmtuXg8NUZ66BrjNm9Sc/HlSK2MVWUhuosTXxUqPL7sr0iNWBb3QXugnyzjplG3O0mLKpu3PLeBtrWlPpsfndvAfDVcpeBFzGG8z5A+wJePRlZe0RY8mlMXstuX9nvEpaPT2jGS8PiScF4/7rh00ZPak+EvHapKgu6upgpddcLbda096fj6DL0n4ewud1xp97YZGM47Gk+4jgq4w70Fga9AAASeicBC9aWTJPqrpNHLeAn7zoU0mpF6KPOymjxPUs0xKSu+JM/li3lvVlHthH6LWVvzcXZqSrIogVr4EcLEEpcvL+cs97YEEs459l8G8SU5+vDB2m81L3/bv7ZnuHBoQjsdkBm/vDnd7bGae0/sA8SF4uk7Zk977BPDeYeqnHhIR43URRGPrxU7rnTSz9B7xKVPHZr7TPp64sKn0z+N0uHpf1MDT3yWQtaegRkIaYvp3N503qtiaVnQZoC5+LKrOE4gLeplcm5tUixn+VJXkRoRn3eV+ZaVt+GrFTlyaZyELscY4UsCty81ZTJvs7yTJFoLIkOML+nEg/jS6Til6X+5rVd47e6Onw31j0IZAs340vlEW+24cN5p9/jS+rij0NFxw2M+0nx1WlVKDFPFSvmysf4xFVxSy5M7NY6vv6R96Xjc8alvIf7JofqzuwnB/w5nUcJXIAACz0Jg4fqS6raMFvOj5aWep+ds//NtNVuFvJ1sX8r8fbld5bEpg8xGRaUJuUpXd5dDW5Th9aXCx5f6Utkzxpf0U4+Yvml4+Fm/fm1n78ud+vqpII9+Jm/0V+74klbdCcel1sc/ucfHhuBLqv2WXnx9+fWXj31OMRtVJoXZ96G7LfnLxaL8y97eX+8h8+pLgfRQd0Cuhmply8WpRe3DrphSlcubyZcX9z2zL6mzWyYt9b+M7L6hfaWt7/e3rQH3lV8OPb4k7T8TTZ9ND/Qw42OfwZcdXV7LznOBesvO70LwEQReaAIL1ZcjTYqEeHmdtqNIys8o7mDa05jnAmEeGx8dtzMfqSJs2RvPk3kiSFNDlm97bL6YF8SX2tJMoeiDdnc64ypFtMeXmkMpzLqTJKyXc2JC7r90kkSw+JIgHls8jbHTE7s7/To4g92IXl+SU5rpr0unv6t0zyeZ8muPHSVaC5kZC674MpgvqYkNnxPjngei7YnZ8oyPXZv6mCwyo7ijXyWXxMvrqJ5g32VmX06ZR0fHzezxMkNVUkF8XiuTQvdxn/ZYXUVqUF827+NHyJUj7qPURVJPfDlal81jtcfqymXP2h7rJC3TnuZTcuiX2y93DLd7itX/2l1Z8vqScDo1/9fR+rfppmJ6PklAe+zgl45GdxvszPGl06n53NFEtc+7L9lufmJx9xYz6JivfMsC34IACDw9gYXpS71ya7xoZxPVfOoagbnXN3Ahhq9UV1Y2dLGjmdGzufTIHRNBjfc5Ik2IDyG+pLs5XQOLzNqavdmpSZQ+XeFCR0E6FXr2mizj+nNHFKKY0OJLghon4h7vM+Cg1gn68frYWvBd7++1E0NUU5tzdPzB2qu3dhu9T97gzzWWLwnC2f0XahSle/4lM97H7CAJq1P7N0djOWFwPTRn9CVJUENnHd9ecVoIarxPfy17cidJOM3Xz1RWftHcRw0UCmmxdB5JjJYVdVPdlsO+A5sJq81itlnMBuVWIX9n06jZZrH69G6abzZWVipb7hCsc2mLMoWRW+mRO0Z1aZY0MsK3PTaoL7uK4yLcY46Grx5XvCnlCxh9ekJPs220qzYnI54fUnusk6ALzj3eZ5ouRFqKo0MDr3ToT03QMfq0rb63/2X1qJaDFduXpKVrmhqc7J5/+eThlWnPeB/zz0TrUU/z7Cy+JM3/oHqvr996Ync+mRp6fO0vjkstXPcSRyZDKm5WSWF/EHjhCCxEX7qGWXq7LamOzGRFPStwCeZLwmk4d0QRFy3kx6RLP1CdO0a1x1IjbOnHBNV/GSS+JC29tYqMeH5MclxmdlGrQVOVLVoujvuYjjjH6ee1QMiLlSrK28u3syLRmR49hOk/vmHmITCzSn7Tpi2k42OL6eEOdf8r37jmk9zeobeyfR/8ScT2pZN+Sv6J8aWTpOaT/Dczn6SWGBxjIsVZfOl8YvmZ6Pi/9HySo47WeoIZYkqDmtI1fVFZ/Y3eNtMF+m03Xs5LEkvLPd2WVEcmP7NYbSWpwVMpy156xXd51ac1NZgvSUt3rSIznicQizKyi1pVOTEh+NJpailSiKLFkQlS6d5azUj7gTQxX5KtpId36VRHpNR8IbHozSM1quJEgbyciUSDM3eSN+/oXDOC2H+/3POI3t9xVjewuqP35bbel7+5tbp75KxnyJUfHO9HH18SDqf6zw6V930F1HySS6X0fJLj09euUUOX6RPN5ktq2HO7exZKY6mj4+Jjs6cn23veF+5xNlOBYjsIzAuBhejLebkwdVF68AE+eJrMQuCXb6r/2vAjNTJoYSxmlZzdPLtAcoVsgAAIvJAElpAvx5tyJPHUTDsHadGpFAnMzJAXslyfTngPvj9ddf4W8+6956NMzTEZP2lfjY6a9tpRIufH5jZ4JnSiKEEABEDg+RFYQr50krrmYllaPC9CyItJlxWoNNwNZc9HCU8ns/AfZb3eWPvtILs38XnwGdeU58pE0cKXIsSizNzSq9SbELCAAAiAwHMnsKR8+dxpIgMgAAIgAAJLlQB8idgFBEAABEAABLgJwJfcjJZqXQnXBQIgAAIgEDoB+BK+BAEQAAEQAAFuAvAlN6PQax/YEwRAAARAYKkSgC/hSxAAARAAARDgJgBfcjNaqnUlXBcIgAAIgEDoBOBL+BIEQAAEQAAEuAnAl9yMQq99YE8QAAEQAIGlSgC+hC9BAARAAARAgJsAfMnNaKnWlXBdIAACIAACoROAL+FLEAABEAABEOAmAF9yMwq99oE9QQAEQAAElioB+BK+BAEQAAEQAAFuAs/Bl1NTNpvjef9oFH4iCgRAAARAAARCJmBzENapKXK+//wTZ4JTUzazxYoFBEAABEAABBYFgakpG6fanmIHbl8+RaI4BARAAARAAASWGAH4cokVKC4HBEAABEAgLATgy7BgRaIgAAIgAAJLjAB8ucQKFJcDAiAAAiAQFgLwZViwIlEQAAEQAIElRgC+XGIFissBARAAARAICwH4MixYkSgIgAAIgMASIwBfLrECxeWAAAiAAAiEhQB8GRasSBQEQAAEQGCJEYAvl1iB4nJAAARAAATCQgC+DAtWJAoCIAACILDECMCXS6xAcTkgAAIgAAJhIQBfhgUrEgUBEAABEFhiBODLJVaguBwQAAEQAIGwEIAvw4IViYIACIAACCwxAvDlEitQXA4IgAAIgEBYCMCXYcGKREEABEAABJYYAfhyiRUoLgcEQAAEQCAsBODLsGBFoiAAAiAAAkuMAHy5xAoUlwMCIAACIBAWAvBlWLAiURAAARAAgSVGAL5cYgWKywEBEAABEAgLAfgyLFiRKAiAAAiAwBIjAF8usQLF5YAACIAACISFALcvp6ZsZosVCwiAAAiAAAjMicA/vv/xV16u/Xi9X3vHYpkMhzA5fGmdmrI5CMJJYgEBEAABEACBORG40a15LsuPXd3hUCaHL80W65zoYGcQAAEQAAEQcBF4LrJ0nbRfe2feQ0z4EqEzCIAACIBAWAg8R1+qr3fDl2EpVFQGQQAEQAAE5p1ASL7s6Z15t96bvX3d3ZrugTHb+GB3t+bGTyMTUw91PdzNvP/4/kf4Er4EARAAARBYHARmEGHfL2OOacc0tRBOp31s6IHFTn987CSdBLXdPvXwTo/mxs3BR9OmX25qun8xTZuHu7s1fcMWp/Ox+1iHw2ocoCQabIEvF8ctMu91NCQIAiAAAouRQFCT0Rv7NJreGz3aIfPU+MAt9249Aw8d1pFbLP/5+1J332oz3rk99ODezzdZu8GXi/HmQJ5BAARAAAQ8BGb05a3hR1NTE5apyQe3qQCxZ3DcMT09/dj5xPl4enp62vFoiJaory/7Bh5NT43+3NOvN03bRgduBtOk54yILxFfggAIgAAILBoCHnsFWdHcHTbZ7BMGnUZz4+aw2T52p6dX06/V9PTqRh2T9/qpQ3r0D6fG7va422N/+uWhcZDe/tOweXrKoJ2l41MDXy6au8RTvcIKCIAACLywBIJo0mVBm6v/kg4oHQ7ziIHy5U2dYco6covlS08E2T84otexuip7+weGdb2zNcnCl/AlCIAACIDAoiEQ3JcuC/bcNtqsI7duDZmnDLfvzejLHv044XzsGhzE+tvpnPLp6fSYlVmBLxfNXfLCVidx4SAAAiDgIcDtS90986ShX0O3x968HSS+7NGPT08MaahQsn/w4X3X4KDAkUGMJj1nhC/hSxAAARAAgUVDwGOvICuu+PJnnU57y91/qRl46JgY0vi2x3p92XvnoWNyREslBV96qiRYAQEQAAEQWAIEgmjSEwi622PpPsieu/fH7v38s8Fqo95F0D/ExJF0ZycTX2pHJh/bLY+Gdb3w5aKpMS2BmxiXAAIgAAK/AoFQfUl5UTtknrY+uGectNy/3cc68Fb/bZ2m55bugXV66qHR/Nis773R3dvXr9Xcuq27xd7TZ/gP2mPhVBAAARAAgUVDgKU9H5lR23vu0uN9qO03+wcNFofddK+/R6O5M2p1TBnvMi8x0Gh1g4ZHU9N2y+jdn/p+MT02D7odqRmesI3eZQ2a9TnFwvalQ1sqi48raB991h//0hZlCl96ZdlLrywTFbT/CjWgBXAKQ01Wsmi7avhZ0S2a/0ULgDlYgQAIhJ3ATL7UDE5MP35snxzV3dTcuHn3vtnycPiuhmmqvXl79NHDQU235ubAmM1hmxgfHbrT7/Jin35scspmtzvsdodtamJEN+MUzAXtS02ZjJ9ypMPMKoChKmkEpT3WIpTX27iflQ7SYjUo3xY+J1+aara6hc3K+bKXIuTlQ6yrm1+3jTQpJPHyUwZuOPN7XqQGAiAAAmEjMJMvf4XtC9iXIyp5TLxCZfJ53FO+FMtPaXU6vWcZZgt1tkIyPT9fkpYRd4ZbPpbyJPsa+umPAwaLI2y+dJK6Cjk/oaAlVD5hzIlPIc5WRsgDCIAACMxG4Ffw4kynWLi+1JXLeQlHWqy+4Ghf5lz03eh+/ppaynJTE8S8CCFfIpUfC2zFDe5LneqILC2eLxDyopNTd1Z0GD2JMwkKhJFJ8pxy9TM3C1Mpa47JeAlHOnw1OXpKwUsp7hhqL9qaHilY9tIrQsVZOhu9xxMFstJ+JktdxXECefmA+6OlX3XgbWnkciFveXzi20ca+gPi7PEmRbRYXudb54CuQAAEQGDREphJZr/C9gXrS4NSLozMb7f4FerMvrQ074sUSA9cpZofR68Wpwricy76+SOYL4eqpMulB1oN1InMWuX25MSP1a6TUsFZUq6ym5LNaFeVLFYsq5qHts2gviQ6j4gEMplcKi9r14yYhgf07qB5Fl+a2/MSxKlHLuusJGHWN3wgpdqu/aoXTqodmL+zyR+jH1V8BAEQAIFFQuBX8OJMp1iovnS050mEUmWAn2b2JeGwjRpNbjE4NIfShKnHtL7NgMF82V2cKJAVdfuZlSToFKQV3gyoi9J5sirdM99SwX3ZX5EasSzug4D6wcy+HK3P5ksKvPH3uEq+PD6vlYlEmXxS2c44rmE++gLx3xnfggAIgMACJ/Cz7u5MPgv39oXqS2uTQiCUqwI0Rvly2UuvspYI6aFu+rlv1tZ8nJ2akixKoBZ+hDCxJARfOvU1+VJ+hFi0PjunqKqBjiap24XKAHtUEb0e0I76FDdWcF/qKlIj4vOuBghsZl9qSqQ+Q4eoMVBC2Sn/plddBdWs7df8+xTZxiEgAAIgsBAIjD2aCLcXZ0p/MfpSLFdqNL1a99KvH6UaIW0tBcm8hFylqw/PoS3KCNGXlKIsA+qGquN526WRgnhpmYYKUl3CDmXk7RxDtxl9KWDEz05wFl8ek/JSitW+/aCBdzN8GcgEW0AABBY1gbFHEz/r7vZofppJbGHavlB9Oef2WG1pplD0ATO3clyliA7VlxazN4odrlIw0Rhl3LgCteeusowYaDEHhIBsvYWwPjdf9lekCqRFve6TWpr38SPc430sZ3P5AoVyxJMf0/CQ90I82abaYzPRHuuhhBUQAAEQeEoCZouVnO8//zR7gmaL1fM0n3mFHu+zl/Gfx0Mz9l+aaraLebIKjYMatlOzNzs1idIn051JWqw29/zLD9rpdTev0frsyITcGldUatY37E3ny6tcc/x1VQp+tOwQPRRotFuVkyJOLNF4MzzeJF++jLe+4v9v7+x/2srOPL5/wf622x+SmSyxJvLAUBcPsiLQQIkWhqhG0ALrNBAYmXEGUVKE6hFRvAuS1WTkKlFqiUhBRAU5syDQUGAnBWZTjJZAVEU2SWSTMhiG2LQw9gTi67rxbazqrs6174vtSwwzOBj3a13he4+vz8vnWPd7nuc857DXGc296SVFAlzLbrpJuduOy2dO8noZpu59rDp+omnAsc2E/+q+e+3cGzk/+0wI7o00MBLv83vE+wgdx/+WcAICIAACeyGQtnrJRNaTxE+87aiXzF+cA+dKfvCv8pPfL/3w8rTX0ffhiX97+/v/dS/8d/fVisS9Ao6fi06Oeu+a2FUokfUkTb++I2wg4J+7+YsyVWSBSkWt6fcusfPz/y6d+JeE5aG7QL83vfw74xj8xXuKt99Qlb3341/c+p9flx2tuMqtJwm7fvef9ex6kqM/+P6PL92yx09ehiPrSYYT0ndRTwgMCIAACICAmED66mVYcr+CtHnQ20xl/6xKXL/xLc18cZfs4zn2K9hHmMgKBEDgH5xAGuslu7Q/fj+8dNFLb/ePOTdpulQpQap92A8vgUnadhYqBgIgkPYE0lovw/u23/p+Pzep351T/eyz7f3Odj9/LmS/9Tc++O1ep1f/wcePaD4IgAAI7EQgvfVyP/UjnbUNdQMBEAABEEh3AtDLdO+hnUY6SAcBEAABEHidBKCX0EsQAAEQAAEQSE4Aepmc0escv6AsEAABEACB9CQAvYReggAIgAAIgEByAtDL5IzSc6SDWoEACIAACLxOAtBL6CUIgAAIgAAIJCcAvUzO6HWOX1AWCIAACIBAehKAXkIvQQAEQAAEQCA5AehlckbpOdJBrUAABEAABF4nAegl9BIEQAAEQAAEkhOAXiZn9DrHLygLBEAABEAgPQlAL6GXIAACIAACIJCcAPQyOaP0HOmgViAAAiAAAq+TwAHo5YsXodDfwq+zkSgLBEAABEAABL4LgdDfwn998YLZ79c/Jc3wxYsQ9Ze/4gABEAABEACBQ0HgxYtQUmn7Fjck18tvkSm+AgIgAAIgAAIZRgB6mWEdiuaAAAiAAAikhAD0MiVYkSkIgAAIgECGEYBeZliHojkgAAIgAAIpIQC9TAlWZAoCIAACIJBhBKCXGdahaA4IgAAIgEBKCEAvU4IVmYIACIAACGQYAehlhnUomgMCIAACIJASAtDLlGBFpiAAAiAAAhlGAHqZYR2K5oAACIAACKSEAPQyJViRKQiAAAiAQIYRgF5mWIeiOSAAAiAAAikhAL1MCVZkCgIgAAIgkGEEoJcZ1qFoDgiAAAiAQEoIQC9TghWZggAIgAAIZBgB6GWGdSiaAwIgAAIgkBIC0MuUYEWmIAACIAACGUYAeplhHYrmgAAIgAAIpIQA9DIlWJEpCIAACIBAhhGAXmZYh6I5IAACIAACKSEAvUwJVmQKAiAAAiCQYQSglxnWoWgOCIAACIBASghAL1OCFZmCAAiAAAhkGAHoZYZ1KJoDAiAAAiCQEgLQy5RgRaYgAAIgAAIZRgB6mWEdiuaAAAiAAAikhAD0MiVYkSkIgAAIgECGEYBeZliHojkgAAIgAAIpIQC9TAlWZAoCIAACIJBhBKCXGdahaA4IgAAIgEBKCEAvU4IVmYIACIAACGQYgSR6+fLly2AwGMiIVzAYfPnyZUL/UbbxSQclJIe2fF6f6Niihc8SztxTvf2znoTkuATfhLHONJuQz5JFr7csx91L+9y+uCSGYei5a9rW287ED16REnrQa7hh9b/ijpR85Ju+bZlei29s6P7VBv2QW7LEsMexKOqA6D3UnLnZOC7J1jNxa8i2Jc6Ldox0Dz5OzIS7J2w3VZQa73OX0XdPT72qdVziW8sDba19HO2gc9Q85OAbRFnNxt7Y0mOzDTv727XmhdhEXIEACBx+Akn0MmPEMqL4wWAwvssou7lRJctT6wecRFrCdtOprKPHhENW1R0vaUIWnp4aefkNl5Agfebrr5frxvknLnfTg86SU5dtYe6SfV/uq845WWe+H6uZtNVQqGi9I/FkD41rZaLaVt4UBMY/os050ystUTFlvvIiAYgYDn8ulBu097erlScUlRctMaOQca2s7KojtrGRgkP3O0vySvV3hJqz6b7BRnm5WYIte792VKyX1GTrSYX+bgJhvmXheWOxyjDLX0dOXD1Vct2IBFXblaIC4zx3t6unRqHjZNU7UJdzOrYhQcpPiQ6f1VAobx3xxSRSVEiq7VwReAcBEDgEBJLoZUYYljGNkOoTenmkozy/umeN1csyhZ57sIbGtTmxehmiRKbnUq8mW2W464mxRznbVPR8jNVLmg4FqVCQ8s90FJzqnNsi5yGKf9ZTjj5tQW6pfsrHML7BekG5eXE6KnpekxpemAyxrZozqCpvWPQnpb5yLKthIFaDpUBIpsUa3J7RdoWyfczNNTPSdn/sOMS/OGSoURtmBSkiur6DXjIM477TVpJbxDaZr8IOeknZTRXyozK2jbIscpJdrdeXyiJPY8DHAAAR3ElEQVTnx9gUWdbRE0Um1sLzj8SMJwSGokEGSTzZMSfSs1i9ZLy360oMVhayZ7CpVD8ltIthfP2SfRSXv0z4UfEtxAkIgMDhIpDBeulxV9Y++tgeo5aBwE7dE9piH4LheUNhkfFB9C5BL8MRPaNHW+Q7PnPFj0iZimRCchOpl0yhG3eNnpfOQXNb0DP3cEfrDbuf6KVcNyx+OjOhqTaxfSOhl4Vq80psK8NEe761XsbmxUxfVIhsr7gPYy/pMV22qPkiPjn6ydhbGfdwh35AbE1K6WXY1V+vKGkfWqZph7m6vIt4m73jbeU1nRPrDMP4po3qSuN8jAuaprwbHu/amL5Q0TruIef8sT5vOi3X3HKxKVRkzBGiKP+Wb7qLsy9XustPSDVBcAyQwVDrnehwx32323xXMJS9M73mKeEyrsm4BAEQOFwE9lkvn/V2PTzS9tQRJ1IHcrk3vYx223pvZXZ1P3n4khevl/7hZs1NbkIr8hll1RcrdCOCyEWS4/6S52/kWOzW5FX3r1Oj5+WaPvYZyvtjg5Ot+aXmpbivEgEgehnnMLz7ar0c62nvnNiIy4qaNmlNMzG6G3fHri/piXZ5icm+4/00byiTaVc/J07LfXWyU53T6xG58nlfOSvMZi6llwzDbPn8NPGZ55wqLa9QJx4l+VkyzuAWKrlLf2yC87nymtWxYLeRY95cT8TVH3UM8I70GL20GTmhZcsmdmoX79cVqoMzEACBw0hgv/Ty2bbjDx7DpUdv1S4cJr30TV/rMN9xcRYJbTOWiuf8QlPNxJijace10pIrYpGgbaZSGe9NZf2rES9rKEiLPLH8T4K2XSlVXhjzM1J6OdtRUHZZam6P9cdGPI3iv7H+WIn5S5oOxR58Pb7zCTXYJK/caco2TKb6CmqaTSNOv8i9GRl5SPljae+ax73mIscGkXP/mmt5yUmOxXlzjbyka9IRuVxyLfs4JQ7bTWVkNpcDHnMyZyzaQS+lzMRjWfHDEQKITEsn2NDEtRD1AfADHXIz62y/2a3J5lzB4p7iz7PVUuOh79wbyAAEQOA1EtiDXm4PmR69pX/6MGosPp+8/vh42+r8s0AgsNWtXziuc3706cZnPY/f3L19ufn1r37peKd24Xijs+W3m+ZLC6oe7zab/7bd9W7tkz6Pr/e6U1Fr/16V/Ye/8UVK/pPD3aJ//Hat/Ujtw4JLK5+tCtbrpsP9YdvD47UL77Q86fp8Nbk/1mfr66g8KVfWdE6seObMdcpctWmBey4zDLNm0RUS96ksX226L9hn3rsdJZEpNJGPkffTSjyCl7o1eWrzosd23z54npgpIZr2z3aS+UuK9q/NT9yPeu383LwgOyMoZV8m/jjCTGimo+BM73K04p6emlhtkBUZv124ZthpKovNSqq9kYY3RPzGtGduoLOhWFF5U+xcJZa6hF6Grfr8aP6yeos3nFBzUXHCeIXopbygRqs7L3FoTsl30EuVYYZmwoxw0E6zZLyPz9KQnSU71TFNMUzYaT4tRWAHfyzsy8SfJ1JAIGMI7EEvA4HNzXbdw/c/9W0HAk/vLb97dtG8FNWqiMgFAoH5Peil//Prj47olodW/YFnz4auO985a3/vN1G9DGx6/qP20Y8uOd/v9syubq96nj3Z9LOFfX1RZ3/X9OcnzwLbm95rlxaOd3k4xfzaQD5aj3xk7nr0ZtWu5i8p52BXx+AKvTx82XTHKRG8E+s8dE91lOepSgrlJaZYDy35URDTJF4vaae5Ri470zt3W1t5cainSeL5S9SCROcK851sxOku9JLyOFao0CzRy+8aCiv1oyb6zflUycnakC5P1dpnnXvgcovTN3x+0TCDoSl/0NVTJdFSflQhnk/19lXnRAgIddjBHxuJYS7LUp6u1pyROMoLd9ZLLoyLK0Q6PpZEwGbLc06qyi9a/cHJ1jy1eYkO0T4y0OnzcIY7lwfj6T8jb52KXkIveS44AYHMI7AnvQwEvrGv/vtZp/He+oeNj859viVYdtzZXvRys73R/v6nxD4lr831c7UivQz8+cNa+/FL7ifRj4W3bza3n3JfWh5afLPRZWU/3HasFtQ6PuEl/A8uxe70ku/V2Q6lpNV4go+g8U0bq5X5auOsZ0IvHbZzNM7FF/aMXlARCzVXLjvdaQsSGdCc1yor+DUJvsEmRck1sfQSny2nl9KSI3hEp5qV+kmil8Va083unhGLQdoilFrQwjd89yeLV8tz6/Ttqpz2+ICdxDz8Po973eNed/Y3yWWNvY61yGX0r1cUUrt3vVToZxILJCm2K9/RH+vpqa/WnS8qMFjMNaWGW5fLT7ZNk6GAyB8bU7Knp0ahvxtNIqVny8VHgl835su4AAEQOEQE9qiXgYD/4dDiW1X2d00bTwUJE872oJfP1n9au/CBNWI1BgIB3yctYr3c+Ois/UdDiZLsd1hXP9A/frfxkaLxkeLswvcaXf8b0Uvrl8drn1g2ucqsPv3R7uNjPXMzLhIhGXaaq0oNwt4C9FxXUU69hTPdaMftq4OL5PE5rVeUXLGTqUrxQbti7Mugs/+8KqesWXdarjFbWk+pjfft5ipF68ikvrDIeJ+1yNZ6NblxwT5ivYyPj2UYeuKCaAaR08uI0svO9Lq5mUvvAFl/uRyMzmXuy49y2VwqO9M9aixKopfBeWNT51xkiWTQqs8X1i9KVmPvepmlLFNX1lQnHOpX2Ze78MeGHlwur+8dZddf+h+Mjd7YaTkKFxMbdppOqwzxOyFIthKJIAACh5vAnvXy+efXH79Vu/CW/isbJ0zi9z3o5aYnXi/bFgR/bGDjo7ML5754Ls48EAhsO1Z/WPvwJ0PeiFov/5bYlzvp5fu71Usy/3eybZq1eLwDdcrTl23suX+2syS31PRY7GqM9jfRy6T+WMpqPH952kdsyoYBn3/mqnFkyFBIMnRcK1XWW9xhavqiKqdpiDhjhVesXsbFx+6glyJ/rG/u5tXRFYbsV0AmBV2D7W39a0LuJPrG57QtJYnsjflC5IKy6gvlDQMeWzK9JC7NU5dtLDZi++a3TUSsyRVLw+nmiYSS96aX0Zqxlnok0phNWTaX5pwf40K3Yqu/2/hYT3+9Sjfi4ddfemd7zeOuUJhy3FDnHMsi/tgww9BOcwW3+0HYqj+pNi/OG4t3jPeRCb4EhqGcg0atpl5ruG2XrmpsxXEFAiCQPgT2qJer1i8VjU/6lr7uall4r+dr3pbjVW0nvdzefGZberbK+VHZ+zd/LrYg4/2xEb3krc9oCU8/f3Kk9o9D0Xz8k9cfHeH10r6iqnUYubUs39xbfnuX/lhPzxl5Oe8RDbv6mxTKJott9mplnkJz0xlZmRfXZ9O79MeSr0X1kpxuWDS52lGKYbYmWwsVmnZtQa7avBiXd6xexq6/3Mm+FPRyvVeT3zy6xeklQ0zkguhye7Ygmp0llbHxL3Elv+qSmjYUyco654JMol6671pG+T3taLuxTK65HYlgoqcvqkq65jmGnsEmhbIlbnzARPUyTC0/YHdZItUg0CT39+HquBu9dJkrpB3a/DQqdyInPtWtSX0j8ZPzehkpi2ynUFitqeDiY8PzhuJS02P2Q75DiXPC1V+v0tywc41lQou9Dfmq1nF+gOCbaFe3Djj9W65RvVo3zKdzbcI7CIBAGhPYk16uen569tGHX5Dgnm8cX71f+/jn97hAn2f+TXI8t5J4n69s7OU3vIoGArZPHUeqHl+M2T3g+dAvH77ZsjLpCZB4n+5FhTjeJ2pfxuvlN/eW36lyGOzPAwH/E+vKB22P3xTk8+uPdXbFLz22Tf+fVjcMlx7tTi/9d9sK8rSj4mfX1lgru0tOedzid1FH7sofG71f0MvQnWYlt2GQu69adiyrQNASLnfaRZZSGOdDO+3vcyxLYv6yonN03GK60ttjKCrQkx1/ovYlwzAr3ZV5dYN8A8OunnqF7FhWuVk8acqVLvke9k1fUedkq00PSJBwol7OGVQlxuh6G++wNqcwaqwzZKe62KUU65aGPEWcVBAUZVp9vUpW3DkXNeYl9fJVAbSc8kUFMhJ1JdqcyOO4020e5+K51qyDfWO2NWG3pki8UohdPyroZdg3d0NbQKKjPcJ6EqKRdYOstzk006YULe9h1sf0ZarKrrFlinIMdJTnqxr6ROOt4FjrGW57xfVeTRMb5CUJHIkgAALpR2APeukz6x++e12YtiQTmY1/tHgCgcBzSxdZ8hF3nPtCUDspvQwEPBuGS6x3V+f8+ecbnxB/LAm+ZV/S9mUgsPXfZIXJwjs6x0+6/+xYXf9It3BctzzEmrp/sn91ruXhm1ULb7f88do9909rH7X/QagDm218F4Sd5gqRccnQ7rvdrRUKWb5aU6WS5asNffNuCXcsO3+Z1B8bLYzXS2rigoJVKdo91VmZJy+pKVVmF+n6BNcc2UmuSqGs0jacUlUaLNNLPt5Yia85MWio5Vt1slxFDtmDRq6s0OovVCtzq3vY/X0EvWRjOMXxqAxZBqqITZHInk2ivQ8shhqFLE9tnIlKrsNUJBP7kNmFGdG1iZTVUCyPLCbxrznnbtTl5BZpmuo09dWVFaUlxSplLhsnVdhGVmtEX8QCPnosq6Dx6hwv6q+2L8OeCUNpDmvscpkwr/DHeh+PmVpKc7JVGpM14voOLVr0NSpZfqnuimVuPb6DI3oZ8lmNVQpZsbZngeLifew9Z4jftaAlune8zVRE4q34SjBMaMWiK8w6eiLrqEylG2AnxflPY/WyAXrJk8EJCBwGAnvQy6iOpezN26VbkArw2d8C4zqFiMrJtoktJrQyaTZoKwvlR7OLGkxjy+Rp7rPd7qg8mXU0t0hzobM/dg/0+PlLyude93jXrcayxEhUTi+Xuitz1eaZSVNjkSy7qPW2M8TQyyNt5dlZOaebzbM+huyrLi/Xj5GVlFv2/q66kryso9kKZXFRSRl7nCoqKVYVFKqUeYqG2x7Wu6soqW8z9o3Z2Ie+f6HXcDPqD/QPs/OXbIPdU72D5KEffXlnOsqLSauTvTyDLSqZTF7S0j0tEhX/bEdJ7C5xssLmUXZTIf9Um7Kwg50JpkYvqApOqxvON+u7Lptu9PYPj03MzNsWXe51VlNvcQs0t8Z0+SqNed4bs8WBpH3JMD7nRF9nwyl5TlXHaOx/QZHSS8oxfFlXoZBlqzSG3gRdpL0LQ6bzRTknVJUXLeJ/OcLZl56JG/y/IhHFx/L1pOcNxezOCWvzo33dpq62hgqVLFtV2dLZc7vX2FKqPJGlLKtrNVw29w3Nkdr6Ri+oW4ddfso1cVGtG8ZWecl+gPgcBNKJwIHq5VPrl++cdX5i394OPH/4xZfv1jp+xa0G2V+RFOUWDz/ssS2wj62tSWN7Z8+43S1a50Bupn22kW7DhY7B2E1Z4/XyQWcB2ftbXlDRNsptp8eVRU0b64x3qdD6pLlv3k/b+6/EyA+zMd9v7BxkQ3K8K/xmQ+y3w7R3zeV4MD83a52eYY9Z69zs/NyDSD3pUFxtI0UuXi2XZZEHt1m8J1G0Ot6R5oJTzf1slC9Xwx3fQ0vWuRVBaIX7KJ+b35pnzSNafEm71wQjUbg/9mx5yjItUKLdK4nKQU1fqdMnKsrGGOmmKX6aU8jXPdzWYIrsii5KvHPVeGvS8cqRgfeBxXTTKlZr99RV0zgn51xmjtudPaI9K0gy7Zm4YSFhTetDhvYO4w3L6Ezs74fy2KaGeq51trZwmxRS9n6DVnNGq78lOBW4EvAOAiCQ1gQOVC8Dga3Pep4UnF04UrXwtm7x4y+eiac8RSK3j6dp3Ruvp3KUzxvvgHw9BaMUEAABEDjEBA5YL/dRCHeZ1SHuK1QdBEAABEDg4Agk0cvM/3/RB4ceJYMACIAACBwiAkn08uXLlxkjmcFg8OXLl4eob1BVEAABEACB9CGQRC/Tp6KoCQiAAAiAAAgcIAHo5QHCR9EgAAIgAAKHhgD08tB0FSoKAiAAAiBwgASglwcIH0WDAAiAAAgcGgLQy0PTVagoCIAACIDAARKAXh4gfBQNAiAAAiBwaAhALw9NV6GiIAACIAACB0gAenmA8FE0CIAACIDAoSHw/6/FCBxrvFcoAAAAAElFTkSuQmCC"
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"
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 困惑度\n",
    "![image.png](attachment:d42aa433-f71b-4f96-9cf7-4fe08516adb0.png)\n",
    "\n",
    "![image.png](attachment:36b685fd-a31c-4d7c-9583-5e481d09a7d1.png)\n",
    "\n",
    "![image.png](attachment:34f779a4-d189-4291-98ef-88be262b63bb.png)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 定义模型训练函数\n",
    "'''\n",
    "与之前的训练模型的章节主要区别：\n",
    "1. 使用困惑度评价模型\n",
    "2. 在迭代模型参数前裁减梯度\n",
    "3. 对时序数据采用不同采样方法将导致隐藏状态初始化的不同\n",
    "'''\n",
    "def train_and_predict_rnn(rnn, get_params, init_rnn_state, num_hiddens, vocab_size, ctx,\n",
    "                          corpus_indices, idx_to_char, char_to_idx, is_random_iter, num_epochs,\n",
    "                          num_steps, lr, clipping_theta, batch_size, pred_period, pred_len, \n",
    "                          prefixes):\n",
    "    if is_random_iter:\n",
    "        data_iter_fn = d2l.data_iter_random\n",
    "    else:\n",
    "        data_iter_fn = d2l.data_iter_consecutive\n",
    "    params = get_params()\n",
    "    loss = gloss.SoftmaxCrossEntropyLoss()\n",
    "    \n",
    "    for epoch in range(num_epochs):\n",
    "        if not is_random_iter: # 如果用相邻采样，在epoch开始时初始化隐藏状态\n",
    "            state = init_rnn_state(batch_size, num_hiddens, ctx)\n",
    "        l_sum, n, start = 0.0, 0, time.time()\n",
    "        data_iter = data_iter_fn(corpus_indices, batch_size, num_steps, ctx)\n",
    "        for X, Y in data_iter:\n",
    "            if is_random_iter: # 如果是随机采样，在每个小批量更新前初始化隐藏状态\n",
    "                state = init_rnn_state(batch_size, num_hiddens, ctx)\n",
    "            else: # 否则需要使用detach函数从计算图分离隐藏状态，这是为了使模型参数的梯度计算只依赖一次迭代读取的小批量序列(防止梯度计算开销太大)   \n",
    "                for s in state:\n",
    "                    s.detach()               \n",
    "            with autograd.record():\n",
    "                inputs = to_onehot(X, vocab_size)\n",
    "                # output有num_steps个形状为(batch_size, vocab_size)的矩阵 \n",
    "                (outputs, state) = rnn(inputs, state, params)\n",
    "                # 连结之后形状为(num_steps*batch_size, vocab_size)\n",
    "                outputs = nd.concat(*outputs, dim=0)\n",
    "                # Y的形状是(batch_size, num_steps)，转置后再变长度为\n",
    "                # batch * num_steps 的向量，这样跟输出的行一一对应\n",
    "                y = Y.T.reshape((-1,))\n",
    "                # 使用交叉熵损失计算平均分类误差\n",
    "                l = loss(outputs, y).mean()\n",
    "#                 if epoch == 0:\n",
    "#                     print(state)\n",
    "#                     print(len(inputs))\n",
    "#                     print('inputs',inputs,)\n",
    "#                     print(outputs)\n",
    "#                     print('y', y)\n",
    "#                     print('l', l)\n",
    "            l.backward()\n",
    "            grad_clipping(params, clipping_theta, ctx)  # 裁减梯度\n",
    "            d2l.sgd(params, lr, 1) # 因为误差已经取过均值，梯度不用再作平均\n",
    "            l_sum += l.asscalar() * y.size\n",
    "            n += y.size\n",
    "        \n",
    "        if (epoch + 1) % pred_period == 0:\n",
    "            print('epoch %d, perplexity %f, time %.2f sec' %(\n",
    "                epoch + 1, math.exp(l_sum / n), time.time() - start))\n",
    "            for prefix in prefixes:\n",
    "                print(' -', predict_rnn(\n",
    "                    prefix, pred_len, rnn, params, init_rnn_state,\n",
    "                    num_hiddens, vocab_size, ctx, idx_to_char, char_to_idx))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 训练模型并创作歌词\n",
    "num_epochs, num_steps, batch_size, lr, clipping_theta = 250, 35, 32, 1e2, 1e-2\n",
    "pred_period, pred_len, prefixes = 50, 50, ['分开', '不分开']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch 50, perplexity 67.702783, time 0.66 sec\n",
      " - 分开 我给我的可爱女人 坏坏的让我疯狂的可爱女人 坏坏的让我疯狂的可爱女人 坏坏的让我疯狂的可爱女人 坏\n",
      " - 不分开 快颗的让我疯狂的可爱女人 坏坏的让我疯狂的可爱女人 坏坏的让我疯狂的可爱女人 坏坏的让我疯狂的可爱\n",
      "epoch 100, perplexity 10.190000, time 0.69 sec\n",
      " - 分开 一颗两步三 三步蜡 一步箱 一颗四人 在人忆 的片段 有间默 干什么 一直两步三步四颗 连成线背著\n",
      " - 不分开简 我不要再想 我不要再想 我不 我不 我不能 爱情走的太快就像龙卷风 不能承 一颗两颗三颗四颗 连\n",
      "epoch 150, perplexity 2.939202, time 0.70 sec\n",
      " - 分开 一只在停留 谁让它停留的 为什么我女朋友场外加油 你却还让我出糗  小晚的让你 不著在发 一小了外\n",
      " - 不分开吗 我不能再想你 不知不觉 你已经离开我 不知不觉 我跟了这节奏 后知后觉 又知了觉我秋 又知后觉 \n",
      "epoch 200, perplexity 1.598930, time 0.66 sec\n",
      " - 分开 爱去心娘酿棍 哼哼哈兮 快使用双截棍 哼 我用手刀我 三句 娘子却征战在的老言 停无上让了剩下 就\n",
      " - 不分开扫 我叫你爸 你打我妈 这样对吗我 谁场苦人抽的黑为什还 然满在这里年的誓言 一切又重演 爱在西元前\n",
      "epoch 250, perplexity 1.316300, time 0.66 sec\n",
      " - 分开 爱去心 教给堂武术的老板 练铁沙掌 耍杨家枪 硬底子功夫最擅长 还是让午它你谁走始进 我一定会呵护\n",
      " - 不分开期 然后将过去 慢慢温习 让我爱上你 那场悲剧 是你完美演出的一场戏停落着心用  我过道这跟很美但家\n"
     ]
    }
   ],
   "source": [
    "train_and_predict_rnn(rnn, get_params, init_rnn_state, num_hiddens,\n",
    "                     vocab_size, ctx, corpus_indices, idx_to_char,\n",
    "                     char_to_idx, True, num_epochs, num_steps, lr,\n",
    "                     clipping_theta, batch_size, pred_period, pred_len,\n",
    "                     prefixes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch 50, perplexity 60.632120, time 0.65 sec\n",
      " - 分开 我想要这我 别你的可有 我的能有女人的让 别人的让我疯狂的可爱女人 坏坏的让我疯狂的可爱女人 坏坏\n",
      " - 不分开 我想要这我 别你的可有 我的可有女人的 我想能的可爱女人 坏坏的让我疯狂的可爱女人 坏坏的让我疯狂\n",
      "epoch 100, perplexity 6.754804, time 0.71 sec\n",
      " - 分开 你想我有样再到 我给你的手牵 你有你烦天 你爱它开口 仙人它怕羞 这人它怕走 这里它怕走 这分它怕\n",
      " - 不分开柳 你已经离了我 后知不觉 我该了这节奏 我该好好生活 静知 却去很久 戒指在哭泣 静静它在抽屉 它\n",
      "epoch 150, perplexity 2.028133, time 0.68 sec\n",
      " - 分开 你想我 别怪我 陪分怎么面堡 还说的假板有义了记 我是的话 你再会纵 不要再真 恨我想懂 不果再真\n",
      " - 不分开觉 你已经离开我 不知不觉 我跟了这节奏 后知后觉 我跟了这节奏 后知后觉 又过了一个秋 后知后觉 \n",
      "epoch 200, perplexity 1.316593, time 0.69 sec\n",
      " - 分开 问候我 别怪说枪难 巫师坊 旧皮箱 装满了明信片的铁盒里藏著一片玫瑰花瓣 黄金葛爬满了雕花的门窗 \n",
      " - 不分开觉的会 后能了我 在果海一个在动 泥只你的手 一阵莫名感动 我想带你 回我的外婆家 一起看着日落 一\n",
      "epoch 250, perplexity 1.152735, time 0.67 sec\n",
      " - 分开 问候我 一九神枪在 巫师坊 旧皮走 我属于枪 什么伦 告诉开 停满丹明信片白墙黑瓦的淡淡的忧伤 消\n",
      " - 不分开 平怪我 别怪我听三久 是说去对医药 说隔壁邻居都猜轻我现在的感受 河边的风 在吹着头发飘动 牵着你\n"
     ]
    }
   ],
   "source": [
    "train_and_predict_rnn(rnn, get_params, init_rnn_state, num_hiddens,\n",
    "                     vocab_size, ctx, corpus_indices, idx_to_char,\n",
    "                     char_to_idx, False, num_epochs, num_steps, lr,\n",
    "                     clipping_theta, batch_size, pred_period, pred_len,\n",
    "                     prefixes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\u001b[0;31mSignature:\u001b[0m \u001b[0mnd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconcat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
       "\u001b[0;31mDocstring:\u001b[0m\n",
       "Joins input arrays along a given axis.\n",
       "\n",
       ".. note:: `Concat` is deprecated. Use `concat` instead.\n",
       "\n",
       "The dimensions of the input arrays should be the same except the axis along\n",
       "which they will be concatenated.\n",
       "The dimension of the output array along the concatenated axis will be equal\n",
       "to the sum of the corresponding dimensions of the input arrays.\n",
       "\n",
       "The storage type of ``concat`` output depends on storage types of inputs\n",
       "\n",
       "- concat(csr, csr, ..., csr, dim=0) = csr\n",
       "- otherwise, ``concat`` generates output with default storage\n",
       "\n",
       "Example::\n",
       "\n",
       "   x = [[1,1],[2,2]]\n",
       "   y = [[3,3],[4,4],[5,5]]\n",
       "   z = [[6,6], [7,7],[8,8]]\n",
       "\n",
       "   concat(x,y,z,dim=0) = [[ 1.,  1.],\n",
       "                          [ 2.,  2.],\n",
       "                          [ 3.,  3.],\n",
       "                          [ 4.,  4.],\n",
       "                          [ 5.,  5.],\n",
       "                          [ 6.,  6.],\n",
       "                          [ 7.,  7.],\n",
       "                          [ 8.,  8.]]\n",
       "\n",
       "   Note that you cannot concat x,y,z along dimension 1 since dimension\n",
       "   0 is not the same for all the input arrays.\n",
       "\n",
       "   concat(y,z,dim=1) = [[ 3.,  3.,  6.,  6.],\n",
       "                         [ 4.,  4.,  7.,  7.],\n",
       "                         [ 5.,  5.,  8.,  8.]]\n",
       "\n",
       "\n",
       "\n",
       "Defined in src/operator/nn/concat.cc:L385\n",
       "\n",
       "Parameters\n",
       "----------\n",
       "data : NDArray[]\n",
       "    List of arrays to concatenate\n",
       "dim : int, optional, default='1'\n",
       "    the dimension to be concated.\n",
       "\n",
       "out : NDArray, optional\n",
       "    The output NDArray to hold the result.\n",
       "\n",
       "Returns\n",
       "-------\n",
       "out : NDArray or list of NDArrays\n",
       "    The output of this function.\n",
       "\u001b[0;31mFile:\u001b[0m      Dynamically generated function. No source code available.\n",
       "\u001b[0;31mType:\u001b[0m      function\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "?nd.concat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\u001b[0;31mSignature:\u001b[0m \u001b[0md2l\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msgd\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mparams\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbatch_size\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
       "\u001b[0;31mDocstring:\u001b[0m Mini-batch stochastic gradient descent.\n",
       "\u001b[0;31mFile:\u001b[0m      ~/miniconda3/envs/Gluon/lib/python3.6/site-packages/d2lzh/utils.py\n",
       "\u001b[0;31mType:\u001b[0m      function\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "?d2l.sgd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Object `nd.detach` not found.\n"
     ]
    }
   ],
   "source": [
    "?nd.detach"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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